{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第十周进阶作业"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**@Time    : 2020/04/15 21:00** <br/>\n",
    "**@Author  : Sen_Silence**<br/>\n",
    "**@File    : 第十周进阶作业.ipynb**<br/>\n",
    "**@Software: Jupyter Notebook**<br/>\n",
    "**@function : 手写一个跟tensorflow里面的conv2d类似的卷积函数**<br/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1、以作业给出的代码为基础，实现卷积的前向传播代码。<br/>\n",
    ">实现卷积的前向传播代码如下。\n",
    "\n",
    "2、给出代码的运行log截图并提供心得体会文档解释计算过程。\n",
    ">卷积的计算过程在**# Your code here #** 处有说明"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:48:29.188462Z",
     "start_time": "2018-05-30T09:48:28.155066Z"
    }
   },
   "outputs": [],
   "source": [
    "import base64\n",
    "from io import BytesIO\n",
    "\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from matplotlib import pyplot as plt\n",
    "from PIL import Image\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "将图片base64化为一个字符串直接放到这里"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:48:31.310610Z",
     "start_time": "2018-05-30T09:48:30.801007Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(350, 500, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_b = 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'\n",
    "inf = BytesIO(base64.b64decode(img_b))\n",
    "img = Image.open(inf)\n",
    "img = np.asarray(img, dtype=np.uint8)\n",
    "plt.imshow(img)\n",
    "print(img.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看一下图像的均值，这里图像像素值在0-255之间，神经网络里面，数据的值需要做一下归一化处理。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:48:33.841063Z",
     "start_time": "2018-05-30T09:48:33.793587Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "171.61454476190477\n",
      "0.6729982147525674\n",
      "(1, 350, 500, 3)\n"
     ]
    }
   ],
   "source": [
    "print(img.mean())\n",
    "img = img/255\n",
    "print(img.mean())\n",
    "img = np.expand_dims(img, axis=0) # 将图像处理成为一个batch\n",
    "print(img.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实现一下卷积函数：<br/>\n",
    "1）filter为输入的卷积核的权重，其shape为**height x width x in_channels x out_channels**，<br/>\n",
    "&emsp;&ensp;也就是说，这里卷积核的个数是通过最后的**out_channels**反映出来的；<br/>\n",
    "2）stride我们定义一个标量，同时用于宽高；<br/>\n",
    "3）padding仿照tf，只取**SAME**和**VALID**两个值，函数内部需要自动计算需要的padding；<br/>\n",
    "4）为了与tf的接口保持一致，数据输入也是四维的，第一维是batchsize，这里只有一张图片，所以是1。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:49:25.813788Z",
     "start_time": "2018-05-30T09:49:25.765422Z"
    }
   },
   "outputs": [],
   "source": [
    "import math\n",
    "def conv2d(input, filter, stride, padding):\n",
    "    # batch x height x width x channels\n",
    "    in_s = input.shape\n",
    "    # height x width x in_channels x out_channels\n",
    "    f_s = filter.shape\n",
    "\n",
    "    assert len(in_s) == 4, 'input size rank 4 required!'\n",
    "    assert len(f_s) == 4, 'filter size rank 4 required!'\n",
    "    assert f_s[2] == in_s[3], 'intput channels not match filter channels.'\n",
    "    assert f_s[0] >= stride and f_s[1] >= stride, 'filter should not be less than stride!'\n",
    "    assert padding in ['SAME', 'VALID'], 'padding value[{0}] not allowded!!'.format(padding)\n",
    "\n",
    "    if padding != 'VALID':\n",
    "        ##############################################################################################################################\n",
    "        # Your code here #\n",
    "        \n",
    "        # 卷积后输出数据的高度和宽度\n",
    "        out_height_i = in_s[1] % stride\n",
    "        if out_height_i == 0:\n",
    "            out_height = in_s[1] // stride\n",
    "        else:\n",
    "            out_height = in_s[1] // stride + 1\n",
    "            \n",
    "        out_width_i = in_s[2] % stride\n",
    "        if out_width_i == 0:\n",
    "            out_width = in_s[2] // stride\n",
    "        else:\n",
    "            out_width = in_s[2] // stride + 1\n",
    "        \n",
    "        # 需要补零的行数或列数\n",
    "        pad_needed_height = (out_height - 1) * stride + f_s[0] - in_s[1]\n",
    "        pad_top = pad_needed_height // 2\n",
    "        pad_down = pad_needed_height - pad_top\n",
    "        \n",
    "        pad_needed_width = (out_width - 1) * stride + f_s[1] - in_s[2]\n",
    "        pad_left = pad_needed_width // 2\n",
    "        pad_right = pad_needed_width - pad_left\n",
    "        \n",
    "        # 补零后的输入数据\n",
    "        temp = np.zeros((in_s[0], pad_needed_height+in_s[1], pad_needed_width+in_s[2], in_s[3]))\n",
    "        temp[:,pad_top:pad_top+in_s[1], pad_left:pad_left+in_s[2],:] = input\n",
    "            \n",
    "        # \"VALID\" 只会抛弃最右边的列或者是最下面的行.\n",
    "        # \"SAME\" 水平方向首先会在左右各加一个零，如果最后不够的话，会在右边再加零补齐。垂直方向也是同理。\n",
    "        ##############################################################################################################################\n",
    "        input = temp\n",
    "        in_s = input.shape\n",
    "\n",
    "    out_shape = (np.array(in_s[1: 3]) - np.array(f_s[:2]))//stride + 1\n",
    "    out_shape = np.concatenate([in_s[:1], out_shape, f_s[-1:]])\n",
    "    output = np.zeros(out_shape)\n",
    "    ################################################################################################################################################\n",
    "    # Your code here #\n",
    "    \n",
    "    # 输出通道数循环\n",
    "    for k in range(out_shape[3]):\n",
    "        # 输出高度循环\n",
    "        for i in range(out_shape[1]):\n",
    "            # 输出宽度循环\n",
    "            for j in range(out_shape[2]):\n",
    "                output[:,i,j,k]= np.sum(input[:,i * stride:i * stride+f_s[0],j * stride :j * stride + f_s[1] ,:] * filter[:,:,:,k],axis=(1,2,3))\n",
    "    ################################################################################################################################################\n",
    "    return output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "用tensorflow里面已经实现好的卷积函数进行同样的计算来验证上面的函数是否正确。<br/>\n",
    "需要注意的是，因为浮点型有精度的问题，所以比较的时候需要检查参差。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:49:27.229074Z",
     "start_time": "2018-05-30T09:49:27.141426Z"
    }
   },
   "outputs": [],
   "source": [
    "# 先定义个计算图用于运行tf\n",
    "input_tensor = tf.placeholder(\n",
    "    tf.float32, shape=[None, None, None, None], name='input')\n",
    "filter_tensor = tf.placeholder(\n",
    "    tf.float32, shape=[None, None, None, None], name='filter')\n",
    "\n",
    "output_tensor1 = tf.nn.conv2d(\n",
    "    input_tensor, filter_tensor, padding='SAME', strides=[1, 2, 2, 1])\n",
    "\n",
    "output_tensor2 = tf.nn.conv2d(\n",
    "    input_tensor, filter_tensor, padding='VALID', strides=[1, 3, 3, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:49:38.333357Z",
     "start_time": "2018-05-30T09:49:38.280895Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test 1 passed...\n",
      "test 2 passed...\n",
      "Your final score:[100]\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    final_score = 0  # 这个是最终得分\n",
    "\n",
    "    filter = np.random.uniform(size=[5, 5, 3, 8])\n",
    "\n",
    "    output = conv2d(img, filter, 2, 'SAME')\n",
    "    #output = conv2d(img, filter, 3, 'VALID')\n",
    "\n",
    "    with tf.Session() as sess:\n",
    "        output_tf = sess.run(\n",
    "            output_tensor1,\n",
    "            feed_dict={\n",
    "                input_tensor: img,\n",
    "                filter_tensor: filter\n",
    "            })\n",
    "\n",
    "    assert output.shape == output_tf.shape, 'shape mismatch [{}] vs [{}]'.format(output.shape, output_tf.shape)\n",
    "    \n",
    "    final_score += 20  # shape算对了得20分\n",
    "    \n",
    "    diff = np.mean(np.abs(output - output_tf))\n",
    "    assert diff < 1e-5, 'value mismatch [{}]'.format(diff)  # 如果这一行没有报错的话，那么实现可以认为是正确的。\n",
    "    final_score += 30  # 数值算对了得30分\n",
    "\n",
    "    print('test 1 passed...')\n",
    "\n",
    "    filter = np.random.uniform(size=[5, 5, 3, 8])\n",
    "\n",
    "    output = conv2d(img, filter, 3, 'VALID')\n",
    "    with tf.Session() as sess:\n",
    "        output_tf = sess.run(\n",
    "            output_tensor2,\n",
    "            feed_dict={\n",
    "                input_tensor: img,\n",
    "                filter_tensor: filter\n",
    "            })\n",
    "\n",
    "    assert output.shape == output_tf.shape, 'shape mismatch [{}] vs [{}]'.format(\n",
    "        output.shape, output_tf.shape)\n",
    "    final_score += 20  # shape算对了得20分\n",
    "\n",
    "    diff = np.mean(np.abs(output - output_tf))\n",
    "    assert diff < 1e-5, 'value mismatch [{}]'.format(diff)  # 如果这一行没有报错的话，那么实现可以认为是正确的。\n",
    "    final_score += 30  # 数值算对了得30分\n",
    "\n",
    "    print('test 2 passed...')\n",
    "    \n",
    "except Exception as ex:\n",
    "    print(ex)\n",
    "\n",
    "print('Your final score:[{}]'.format(final_score))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，用我们自己做的卷积函数，执行几步卷积"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-30T09:50:03.641983Z",
     "start_time": "2018-05-30T09:50:03.547648Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 175, 250, 8)\n",
      "(1, 88, 125, 16)\n",
      "(1, 29, 41, 24)\n"
     ]
    }
   ],
   "source": [
    "# input  1 x 350 x 500 x 3\n",
    "filter1 = np.random.uniform(size=[3, 3, 3, 8])\n",
    "padding1 = 'SAME'\n",
    "stride1 = 2\n",
    "output1 = conv2d(img, filter1, stride1, padding1)\n",
    "print(output1.shape)\n",
    "# output 1 x 175 x 250 x 8\n",
    "\n",
    "# input 1 x 175 x 250 x 8\n",
    "filter2 = np.random.uniform(size=[5, 5, 8, 16])\n",
    "padding2 = 'SAME'\n",
    "stride2 = 2\n",
    "output2 = conv2d(output1, filter2, stride2, padding2)\n",
    "print(output2.shape)\n",
    "# output 1 x 88 x 125 x 16\n",
    "\n",
    "# input 1 x 88 x 125 x 16\n",
    "filter2 = np.random.uniform(size=[3, 3, 16, 24])\n",
    "padding2 = 'VALID'\n",
    "stride2 = 3\n",
    "output2 = conv2d(output2, filter2, stride2, padding2)\n",
    "print(output2.shape)\n",
    "# output 1 x 29 x 41 x 24\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "思考一下，上面的shape数据是如何得出来的呢？"
   ]
  }
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